Patents by Inventor Xiao-Yang Liu

Xiao-Yang Liu has filed for patents to protect the following inventions. This listing includes patent applications that are pending as well as patents that have already been granted by the United States Patent and Trademark Office (USPTO).

  • Publication number: 20250165780
    Abstract: Training neural network(s) (NN(s)) to solve optimization problem (OP) includes: configuring a first NN of the NN(s) with a first set of (FSO) values for NN parameters (NNPs); selecting a FSO training samples (TSs) for training the NN(s); providing the FSO TSs and a FSO first variables to the first NN to produce a FSO first output variables (OVs); evaluating an OP-performance-measuring objective function (OF) based on the FSO TSs and the FSO first OVs to provide a first value of (VO) a performance metric (FVOPM) of the NN(s); updating the NNPs based on the FVOPM; selecting a second set of (SSO) TSs for training the NN(s); providing the SSO TSs and the FSO first OVs to the first NN to produce a SSO first OVs; evaluating the OF based on the SSO TSs and the SSO first OVs to provide a second VO the PM of the NN(s); and updating the NNPs based on the second VO the PM.
    Type: Application
    Filed: November 22, 2024
    Publication date: May 22, 2025
    Inventors: Xiaodong Wang, Jeremy Johnston, Xiao-Yang Liu, Shixun Wu
  • Patent number: 7611328
    Abstract: A mounting apparatus is provided for securing a fan. The fan has four corner portions projecting from two opposite sides thereof, the corner portions each define a mounting hole therethrough. The mounting apparatus includes a bracket for securing the fan therein, and two locking members. The two locking members each comprise a pivoting portion and a positioning portion spaced from the pivoting portion. The pivoting portion and the positioning portion respectively form a pivoting post and a positioning stub to respectively engage two of the mounting holes of one side of the fan, the fan and the two locking members are secured within the bracket.
    Type: Grant
    Filed: August 25, 2006
    Date of Patent: November 3, 2009
    Assignees: Hong Fu Jin Precision Industry (ShenZhen) Co., Ltd., Hon Hai Precision Industry Co., Ltd.
    Inventors: Wen-Tang Peng, Zhe Zhang, Xiao-Yang Liu
  • Publication number: 20070133966
    Abstract: A mounting apparatus is provided for securing a fan. The fan has four corner portions projecting from two opposite sides thereof, the corner portions each define a mounting hole therethrough. The mounting apparatus includes a bracket for securing the fan therein, and two locking members. The two locking members each comprise a pivoting portion and a positioning portion spaced from the pivoting portion. The pivoting portion and the positioning portion respectively form a pivoting post and a positioning stub to respectively engage two of the mounting holes of one side of the fan, the fan and the two locking members are secured within the bracket.
    Type: Application
    Filed: August 25, 2006
    Publication date: June 14, 2007
    Applicant: HON HAI PRECISION INDUSTRY CO., LTD.
    Inventors: WEN-TANG PENG, ZHE ZHANG, XIAO-YANG LIU